diff --git a/notebooks/results_all_models.ipynb b/notebooks/results_all_models.ipynb
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@@ -0,0 +1,1889 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 156,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 214,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "top_n_pred = [1,2,3]\n",
+    "models = [\"load_m1\", \"load_m2\", \"load_m3\"]\n",
+    "datasets = [\"1_complete\", \"2_cf_cr_optional\", \"3_cp_cf_cr_optional\", \"4_complete_without_return_expressions\",'5_short_dim']\n",
+    "n_repetitions = 3\n",
+    "shortners = ['','42_']\n",
+    "output_dir=\"../output/reports/json/\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 215,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def calculate_avg_dict(result_list_dict):\n",
+    "    return {\n",
+    "        'precision':sum(d['precision'] for d in result_list_dict) / len(result_list_dict),\n",
+    "        'recall':sum(d['recall'] for d in result_list_dict) / len(result_list_dict),\n",
+    "        'f1-score':sum(d['f1-score'] for d in result_list_dict) / len(result_list_dict),\n",
+    "        'support':sum(d['support'] for d in result_list_dict) / len(result_list_dict),\n",
+    "    }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 254,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "results_unfiltered = dict()\n",
+    "\n",
+    "index = pd.MultiIndex.from_product([models, datasets],\n",
+    "                                   names=['model', 'subtype'])\n",
+    "\n",
+    "columns = pd.MultiIndex.from_product([top_n_pred, ['precision', 'recall', 'f1-score']],\n",
+    "                                     names=['top', 'stats'])\n",
+    "\n",
+    "df_macro_avg_unfiltered = pd.DataFrame(index=index, columns=columns)\n",
+    "df_weighted_avg_unfiltered = pd.DataFrame(index=index, columns=columns)\n",
+    "\n",
+    "for model in models:\n",
+    "    for dataset in datasets:\n",
+    "        for n_rep in range(n_repetitions):\n",
+    "            for top_n in top_n_pred: \n",
+    "                for sh in shortners:\n",
+    "                    constructed_path = output_dir + model +\"_\"+ dataset +\"_\"+ str(n_rep) +\"_\"+ str(top_n) +\"_\"+ sh + \"unfiltered\" + \".json\"\n",
+    "                    if not os.path.exists(constructed_path):\n",
+    "                        continue\n",
+    "                    with open(constructed_path , \"r\") as f:\n",
+    "                        json_file = json.load(f)\n",
+    "                        key_name = model +\"_\"+ dataset +\"_\"+ str(top_n) +\"_\"+ sh\n",
+    "                        if key_name in results_unfiltered:\n",
+    "                            results_unfiltered[key_name][\"accuracy\"].append(json_file[\"accuracy\"])\n",
+    "                            results_unfiltered[key_name][\"macro avg\"].append(json_file[\"macro avg\"])\n",
+    "                            results_unfiltered[key_name][\"weighted avg\"].append(json_file[\"weighted avg\"])\n",
+    "                            if k == n_repetitions - 1:\n",
+    "                                results_unfiltered[key_name][\"macro avg summary\"] = calculate_avg_dict(results_unfiltered[key_name][\"macro avg\"])\n",
+    "                                results_unfiltered[key_name][\"macro avg summary\"]['accuracy'] = np.mean(results_unfiltered[key_name][\"accuracy\"])\n",
+    "                                results_unfiltered[key_name][\"weighted avg summary\"] = calculate_avg_dict(results_unfiltered[key_name][\"weighted avg\"])\n",
+    "                                results_unfiltered[key_name][\"weighted avg summary\"]['accuracy'] = np.mean(results_unfiltered[key_name][\"accuracy\"])\n",
+    "                                \n",
+    "                                if sh == '42_':\n",
+    "                                    df_macro_avg_unfiltered.at[(model,'5_short_dim'),(top_n, 'precision')] = results_unfiltered[key_name][\"macro avg summary\"]['precision']\n",
+    "                                    df_macro_avg_unfiltered.at[(model,'5_short_dim'),(top_n, 'recall')] = results_unfiltered[key_name][\"macro avg summary\"]['recall']\n",
+    "                                    df_macro_avg_unfiltered.at[(model,'5_short_dim'),(top_n, 'f1-score')] = results_unfiltered[key_name][\"macro avg summary\"]['f1-score']\n",
+    "                                    \n",
+    "                                    df_weighted_avg_unfiltered.at[(model,'5_short_dim'),(top_n, 'precision')] = results_unfiltered[key_name][\"weighted avg summary\"]['precision']\n",
+    "                                    df_weighted_avg_unfiltered.at[(model,'5_short_dim'),(top_n, 'recall')] = results_unfiltered[key_name][\"weighted avg summary\"]['recall']\n",
+    "                                    df_weighted_avg_unfiltered.at[(model,'5_short_dim'),(top_n, 'f1-score')] = results_unfiltered[key_name][\"weighted avg summary\"]['f1-score']\n",
+    "                                else:\n",
+    "                                \n",
+    "                                    #s = pd.Series(results[key_name][\"macro avg summary\"], name=key_name)\n",
+    "                                    df_macro_avg_unfiltered.at[(model,dataset),(top_n, 'precision')] = results_unfiltered[key_name][\"macro avg summary\"]['precision']\n",
+    "                                    df_macro_avg_unfiltered.at[(model,dataset),(top_n, 'recall')] = results_unfiltered[key_name][\"macro avg summary\"]['recall']\n",
+    "                                    df_macro_avg_unfiltered.at[(model,dataset),(top_n, 'f1-score')] = results_unfiltered[key_name][\"macro avg summary\"]['f1-score']\n",
+    "\n",
+    "                                    #df_macro_avg = df_macro_avg.append(s)\n",
+    "                                    #s = pd.Series(results[key_name][\"weighted avg summary\"], name=key_name)\n",
+    "                                    #df_weighted_avg = df_weighted_avg.append(s)  \n",
+    "\n",
+    "                                    df_weighted_avg_unfiltered.at[(model,dataset),(top_n, 'precision')] = results_unfiltered[key_name][\"weighted avg summary\"]['precision']\n",
+    "                                    df_weighted_avg_unfiltered.at[(model,dataset),(top_n, 'recall')] = results_unfiltered[key_name][\"weighted avg summary\"]['recall']\n",
+    "                                    df_weighted_avg_unfiltered.at[(model,dataset),(top_n, 'f1-score')] = results_unfiltered[key_name][\"weighted avg summary\"]['f1-score']\n",
+    "                        else:\n",
+    "                            results_unfiltered[key_name] = {\n",
+    "                                \"accuracy\":[json_file[\"accuracy\"]],\n",
+    "                                \"macro avg\":[json_file[\"macro avg\"]],\n",
+    "                                \"weighted avg\":[json_file[\"weighted avg\"]]\n",
+    "                            }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 255,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "results = dict()\n",
+    "df_macro_avg = pd.DataFrame(index=index, columns=columns)\n",
+    "df_weighted_avg = pd.DataFrame(index=index, columns=columns)\n",
+    "\n",
+    "for model in models:\n",
+    "    for dataset in datasets:\n",
+    "        for n_rep in range(n_repetitions):\n",
+    "            for top_n in top_n_pred: \n",
+    "                for sh in shortners: \n",
+    "                    constructed_path = output_dir + model +\"_\"+ dataset +\"_\"+ str(n_rep) +\"_\"+ str(top_n)\n",
+    "                    if not sh == '':\n",
+    "                        constructed_path = constructed_path + \"_\" + sh[:-1]\n",
+    "                    constructed_path = constructed_path + \".json\"\n",
+    "                    if not os.path.exists(constructed_path):\n",
+    "                        continue\n",
+    "                    with open(constructed_path , \"r\") as f:\n",
+    "                        json_file = json.load(f)\n",
+    "                        key_name = model +\"_\"+ dataset +\"_\"+ str(top_n) +\"_\"+ sh\n",
+    "                        if key_name in results:\n",
+    "                            results[key_name][\"accuracy\"].append(json_file[\"accuracy\"])\n",
+    "                            results[key_name][\"macro avg\"].append(json_file[\"macro avg\"])\n",
+    "                            results[key_name][\"weighted avg\"].append(json_file[\"weighted avg\"])\n",
+    "                            if k == n_repetitions - 1:\n",
+    "                                results[key_name][\"macro avg summary\"] = calculate_avg_dict(results[key_name][\"macro avg\"])\n",
+    "                                results[key_name][\"macro avg summary\"]['accuracy'] = np.mean(results[key_name][\"accuracy\"])\n",
+    "                                results[key_name][\"weighted avg summary\"] = calculate_avg_dict(results[key_name][\"weighted avg\"])\n",
+    "                                results[key_name][\"weighted avg summary\"]['accuracy'] = np.mean(results[key_name][\"accuracy\"])\n",
+    "                                \n",
+    "                                if sh == '42_':\n",
+    "                                    df_macro_avg.at[(model,'5_short_dim'),(top_n, 'precision')] = results[key_name][\"macro avg summary\"]['precision']\n",
+    "                                    df_macro_avg.at[(model,'5_short_dim'),(top_n, 'recall')] = results[key_name][\"macro avg summary\"]['recall']\n",
+    "                                    df_macro_avg.at[(model,'5_short_dim'),(top_n, 'f1-score')] = results[key_name][\"macro avg summary\"]['f1-score']\n",
+    "                                    \n",
+    "                                    df_weighted_avg.at[(model,'5_short_dim'),(top_n, 'precision')] = results[key_name][\"weighted avg summary\"]['precision']\n",
+    "                                    df_weighted_avg.at[(model,'5_short_dim'),(top_n, 'recall')] = results[key_name][\"weighted avg summary\"]['recall']\n",
+    "                                    df_weighted_avg.at[(model,'5_short_dim'),(top_n, 'f1-score')] = results[key_name][\"weighted avg summary\"]['f1-score']\n",
+    "                                else:\n",
+    "                                \n",
+    "                                    #s = pd.Series(results[key_name][\"macro avg summary\"], name=key_name)\n",
+    "                                    df_macro_avg.at[(model,dataset),(top_n, 'precision')] = results[key_name][\"macro avg summary\"]['precision']\n",
+    "                                    df_macro_avg.at[(model,dataset),(top_n, 'recall')] = results[key_name][\"macro avg summary\"]['recall']\n",
+    "                                    df_macro_avg.at[(model,dataset),(top_n, 'f1-score')] = results[key_name][\"macro avg summary\"]['f1-score']\n",
+    "\n",
+    "                                    #df_macro_avg = df_macro_avg.append(s)\n",
+    "                                    #s = pd.Series(results[key_name][\"weighted avg summary\"], name=key_name)\n",
+    "                                    #df_weighted_avg = df_weighted_avg.append(s)  \n",
+    "\n",
+    "                                    df_weighted_avg.at[(model,dataset),(top_n, 'precision')] = results[key_name][\"weighted avg summary\"]['precision']\n",
+    "                                    df_weighted_avg.at[(model,dataset),(top_n, 'recall')] = results[key_name][\"weighted avg summary\"]['recall']\n",
+    "                                    df_weighted_avg.at[(model,dataset),(top_n, 'f1-score')] = results[key_name][\"weighted avg summary\"]['f1-score']\n",
+    "\n",
+    "                                \n",
+    "                                    \n",
+    "                                    \n",
+    "                        else:\n",
+    "                            results[key_name] = {\n",
+    "                                \"accuracy\":[json_file[\"accuracy\"]],\n",
+    "                                \"macro avg\":[json_file[\"macro avg\"]],\n",
+    "                                \"weighted avg\":[json_file[\"weighted avg\"]]\n",
+    "                            }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 256,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>top</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">1</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">2</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">3</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>stats</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>recall</th>\n",
+       "      <th>f1-score</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>recall</th>\n",
+       "      <th>f1-score</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>recall</th>\n",
+       "      <th>f1-score</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>model</th>\n",
+       "      <th>subtype</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">load_m1</th>\n",
+       "      <th>1_complete</th>\n",
+       "      <td>5</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2_cf_cr_optional</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3_cp_cf_cr_optional</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4_complete_without_return_expressions</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5_short_dim</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">load_m2</th>\n",
+       "      <th>1_complete</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2_cf_cr_optional</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3_cp_cf_cr_optional</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4_complete_without_return_expressions</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5_short_dim</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">load_m3</th>\n",
+       "      <th>1_complete</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2_cf_cr_optional</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3_cp_cf_cr_optional</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4_complete_without_return_expressions</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5_short_dim</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "top                                                   1                  \\\n",
+       "stats                                         precision recall f1-score   \n",
+       "model   subtype                                                           \n",
+       "load_m1 1_complete                                    5    NaN      NaN   \n",
+       "        2_cf_cr_optional                            NaN    NaN      NaN   \n",
+       "        3_cp_cf_cr_optional                         NaN    NaN      NaN   \n",
+       "        4_complete_without_return_expressions       NaN    NaN      NaN   \n",
+       "        5_short_dim                                 NaN    NaN      NaN   \n",
+       "load_m2 1_complete                                  NaN    NaN      NaN   \n",
+       "        2_cf_cr_optional                            NaN    NaN      NaN   \n",
+       "        3_cp_cf_cr_optional                         NaN    NaN      NaN   \n",
+       "        4_complete_without_return_expressions       NaN    NaN      NaN   \n",
+       "        5_short_dim                                 NaN    NaN      NaN   \n",
+       "load_m3 1_complete                                  NaN    NaN      NaN   \n",
+       "        2_cf_cr_optional                            NaN    NaN      NaN   \n",
+       "        3_cp_cf_cr_optional                         NaN    NaN      NaN   \n",
+       "        4_complete_without_return_expressions       NaN    NaN      NaN   \n",
+       "        5_short_dim                                 NaN    NaN      NaN   \n",
+       "\n",
+       "top                                                   2                  \\\n",
+       "stats                                         precision recall f1-score   \n",
+       "model   subtype                                                           \n",
+       "load_m1 1_complete                                  NaN    NaN      NaN   \n",
+       "        2_cf_cr_optional                            NaN    NaN      NaN   \n",
+       "        3_cp_cf_cr_optional                         NaN    NaN      NaN   \n",
+       "        4_complete_without_return_expressions       NaN    NaN      NaN   \n",
+       "        5_short_dim                                 NaN    NaN      NaN   \n",
+       "load_m2 1_complete                                  NaN    NaN      NaN   \n",
+       "        2_cf_cr_optional                            NaN    NaN      NaN   \n",
+       "        3_cp_cf_cr_optional                         NaN    NaN      NaN   \n",
+       "        4_complete_without_return_expressions       NaN    NaN      NaN   \n",
+       "        5_short_dim                                 NaN    NaN      NaN   \n",
+       "load_m3 1_complete                                  NaN    NaN      NaN   \n",
+       "        2_cf_cr_optional                            NaN    NaN      NaN   \n",
+       "        3_cp_cf_cr_optional                         NaN    NaN      NaN   \n",
+       "        4_complete_without_return_expressions       NaN    NaN      NaN   \n",
+       "        5_short_dim                                 NaN    NaN      NaN   \n",
+       "\n",
+       "top                                                   3                  \n",
+       "stats                                         precision recall f1-score  \n",
+       "model   subtype                                                          \n",
+       "load_m1 1_complete                                  NaN    NaN      NaN  \n",
+       "        2_cf_cr_optional                            NaN    NaN      NaN  \n",
+       "        3_cp_cf_cr_optional                         NaN    NaN      NaN  \n",
+       "        4_complete_without_return_expressions       NaN    NaN      NaN  \n",
+       "        5_short_dim                                 NaN    NaN      NaN  \n",
+       "load_m2 1_complete                                  NaN    NaN      NaN  \n",
+       "        2_cf_cr_optional                            NaN    NaN      NaN  \n",
+       "        3_cp_cf_cr_optional                         NaN    NaN      NaN  \n",
+       "        4_complete_without_return_expressions       NaN    NaN      NaN  \n",
+       "        5_short_dim                                 NaN    NaN      NaN  \n",
+       "load_m3 1_complete                                  NaN    NaN      NaN  \n",
+       "        2_cf_cr_optional                            NaN    NaN      NaN  \n",
+       "        3_cp_cf_cr_optional                         NaN    NaN      NaN  \n",
+       "        4_complete_without_return_expressions       NaN    NaN      NaN  \n",
+       "        5_short_dim                                 NaN    NaN      NaN  "
+      ]
+     },
+     "execution_count": 256,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "index\n",
+    "df = pd.DataFrame(index=index, columns=columns)\n",
+    "df.at[('load_m1', '1_complete'), (1,'precision')] = 5\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Results:\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 257,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>top</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">1</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">2</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">3</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>stats</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>recall</th>\n",
+       "      <th>f1-score</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>recall</th>\n",
+       "      <th>f1-score</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>recall</th>\n",
+       "      <th>f1-score</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>model</th>\n",
+       "      <th>subtype</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">load_m1</th>\n",
+       "      <th>1_complete</th>\n",
+       "      <td>0.298325</td>\n",
+       "      <td>0.304049</td>\n",
+       "      <td>0.283497</td>\n",
+       "      <td>0.426856</td>\n",
+       "      <td>0.401088</td>\n",
+       "      <td>0.392162</td>\n",
+       "      <td>0.508988</td>\n",
+       "      <td>0.46146</td>\n",
+       "      <td>0.462377</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2_cf_cr_optional</th>\n",
+       "      <td>0.206436</td>\n",
+       "      <td>0.218709</td>\n",
+       "      <td>0.190675</td>\n",
+       "      <td>0.351278</td>\n",
+       "      <td>0.297806</td>\n",
+       "      <td>0.291623</td>\n",
+       "      <td>0.463384</td>\n",
+       "      <td>0.368655</td>\n",
+       "      <td>0.37926</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3_cp_cf_cr_optional</th>\n",
+       "      <td>0.199665</td>\n",
+       "      <td>0.179353</td>\n",
+       "      <td>0.164904</td>\n",
+       "      <td>0.346533</td>\n",
+       "      <td>0.256095</td>\n",
+       "      <td>0.260822</td>\n",
+       "      <td>0.459487</td>\n",
+       "      <td>0.323421</td>\n",
+       "      <td>0.343976</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4_complete_without_return_expressions</th>\n",
+       "      <td>0.292487</td>\n",
+       "      <td>0.302825</td>\n",
+       "      <td>0.282042</td>\n",
+       "      <td>0.431964</td>\n",
+       "      <td>0.404218</td>\n",
+       "      <td>0.397569</td>\n",
+       "      <td>0.525753</td>\n",
+       "      <td>0.472711</td>\n",
+       "      <td>0.474781</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5_short_dim</th>\n",
+       "      <td>0.369757</td>\n",
+       "      <td>0.365965</td>\n",
+       "      <td>0.349528</td>\n",
+       "      <td>0.50242</td>\n",
+       "      <td>0.463643</td>\n",
+       "      <td>0.46101</td>\n",
+       "      <td>0.592111</td>\n",
+       "      <td>0.530696</td>\n",
+       "      <td>0.537645</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">load_m2</th>\n",
+       "      <th>1_complete</th>\n",
+       "      <td>0.0634046</td>\n",
+       "      <td>0.0647274</td>\n",
+       "      <td>0.0590848</td>\n",
+       "      <td>0.120167</td>\n",
+       "      <td>0.106565</td>\n",
+       "      <td>0.104615</td>\n",
+       "      <td>0.16617</td>\n",
+       "      <td>0.139616</td>\n",
+       "      <td>0.14094</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2_cf_cr_optional</th>\n",
+       "      <td>0.0259231</td>\n",
+       "      <td>0.0294871</td>\n",
+       "      <td>0.0249323</td>\n",
+       "      <td>0.0633461</td>\n",
+       "      <td>0.051867</td>\n",
+       "      <td>0.0499338</td>\n",
+       "      <td>0.107108</td>\n",
+       "      <td>0.0812682</td>\n",
+       "      <td>0.0832503</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3_cp_cf_cr_optional</th>\n",
+       "      <td>0.0321887</td>\n",
+       "      <td>0.0300253</td>\n",
+       "      <td>0.0263888</td>\n",
+       "      <td>0.0734114</td>\n",
+       "      <td>0.050009</td>\n",
+       "      <td>0.0498451</td>\n",
+       "      <td>0.118381</td>\n",
+       "      <td>0.0780058</td>\n",
+       "      <td>0.0818357</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4_complete_without_return_expressions</th>\n",
+       "      <td>0.0641273</td>\n",
+       "      <td>0.0641166</td>\n",
+       "      <td>0.0599263</td>\n",
+       "      <td>0.124432</td>\n",
+       "      <td>0.108577</td>\n",
+       "      <td>0.107897</td>\n",
+       "      <td>0.17395</td>\n",
+       "      <td>0.147551</td>\n",
+       "      <td>0.150411</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5_short_dim</th>\n",
+       "      <td>0.0654012</td>\n",
+       "      <td>0.0680129</td>\n",
+       "      <td>0.0625439</td>\n",
+       "      <td>0.118615</td>\n",
+       "      <td>0.105843</td>\n",
+       "      <td>0.103365</td>\n",
+       "      <td>0.16526</td>\n",
+       "      <td>0.140668</td>\n",
+       "      <td>0.141591</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">load_m3</th>\n",
+       "      <th>1_complete</th>\n",
+       "      <td>0.665508</td>\n",
+       "      <td>0.636584</td>\n",
+       "      <td>0.624684</td>\n",
+       "      <td>0.787486</td>\n",
+       "      <td>0.726508</td>\n",
+       "      <td>0.732798</td>\n",
+       "      <td>0.849399</td>\n",
+       "      <td>0.774627</td>\n",
+       "      <td>0.789445</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2_cf_cr_optional</th>\n",
+       "      <td>0.455983</td>\n",
+       "      <td>0.37162</td>\n",
+       "      <td>0.354531</td>\n",
+       "      <td>0.616131</td>\n",
+       "      <td>0.459002</td>\n",
+       "      <td>0.473352</td>\n",
+       "      <td>0.712426</td>\n",
+       "      <td>0.524332</td>\n",
+       "      <td>0.554588</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3_cp_cf_cr_optional</th>\n",
+       "      <td>0.538562</td>\n",
+       "      <td>0.386729</td>\n",
+       "      <td>0.385111</td>\n",
+       "      <td>0.707583</td>\n",
+       "      <td>0.477444</td>\n",
+       "      <td>0.505769</td>\n",
+       "      <td>0.793798</td>\n",
+       "      <td>0.535717</td>\n",
+       "      <td>0.579364</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4_complete_without_return_expressions</th>\n",
+       "      <td>0.607685</td>\n",
+       "      <td>0.587351</td>\n",
+       "      <td>0.572042</td>\n",
+       "      <td>0.748478</td>\n",
+       "      <td>0.692336</td>\n",
+       "      <td>0.695246</td>\n",
+       "      <td>0.818245</td>\n",
+       "      <td>0.743862</td>\n",
+       "      <td>0.75659</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5_short_dim</th>\n",
+       "      <td>0.666396</td>\n",
+       "      <td>0.6371</td>\n",
+       "      <td>0.62687</td>\n",
+       "      <td>0.792377</td>\n",
+       "      <td>0.727416</td>\n",
+       "      <td>0.734798</td>\n",
+       "      <td>0.847614</td>\n",
+       "      <td>0.770272</td>\n",
+       "      <td>0.78594</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "top                                                    1             \\\n",
+       "stats                                          precision     recall   \n",
+       "model   subtype                                                       \n",
+       "load_m1 1_complete                              0.298325   0.304049   \n",
+       "        2_cf_cr_optional                        0.206436   0.218709   \n",
+       "        3_cp_cf_cr_optional                     0.199665   0.179353   \n",
+       "        4_complete_without_return_expressions   0.292487   0.302825   \n",
+       "        5_short_dim                             0.369757   0.365965   \n",
+       "load_m2 1_complete                             0.0634046  0.0647274   \n",
+       "        2_cf_cr_optional                       0.0259231  0.0294871   \n",
+       "        3_cp_cf_cr_optional                    0.0321887  0.0300253   \n",
+       "        4_complete_without_return_expressions  0.0641273  0.0641166   \n",
+       "        5_short_dim                            0.0654012  0.0680129   \n",
+       "load_m3 1_complete                              0.665508   0.636584   \n",
+       "        2_cf_cr_optional                        0.455983    0.37162   \n",
+       "        3_cp_cf_cr_optional                     0.538562   0.386729   \n",
+       "        4_complete_without_return_expressions   0.607685   0.587351   \n",
+       "        5_short_dim                             0.666396     0.6371   \n",
+       "\n",
+       "top                                                               2            \\\n",
+       "stats                                           f1-score  precision    recall   \n",
+       "model   subtype                                                                 \n",
+       "load_m1 1_complete                              0.283497   0.426856  0.401088   \n",
+       "        2_cf_cr_optional                        0.190675   0.351278  0.297806   \n",
+       "        3_cp_cf_cr_optional                     0.164904   0.346533  0.256095   \n",
+       "        4_complete_without_return_expressions   0.282042   0.431964  0.404218   \n",
+       "        5_short_dim                             0.349528    0.50242  0.463643   \n",
+       "load_m2 1_complete                             0.0590848   0.120167  0.106565   \n",
+       "        2_cf_cr_optional                       0.0249323  0.0633461  0.051867   \n",
+       "        3_cp_cf_cr_optional                    0.0263888  0.0734114  0.050009   \n",
+       "        4_complete_without_return_expressions  0.0599263   0.124432  0.108577   \n",
+       "        5_short_dim                            0.0625439   0.118615  0.105843   \n",
+       "load_m3 1_complete                              0.624684   0.787486  0.726508   \n",
+       "        2_cf_cr_optional                        0.354531   0.616131  0.459002   \n",
+       "        3_cp_cf_cr_optional                     0.385111   0.707583  0.477444   \n",
+       "        4_complete_without_return_expressions   0.572042   0.748478  0.692336   \n",
+       "        5_short_dim                              0.62687   0.792377  0.727416   \n",
+       "\n",
+       "top                                                              3             \\\n",
+       "stats                                           f1-score precision     recall   \n",
+       "model   subtype                                                                 \n",
+       "load_m1 1_complete                              0.392162  0.508988    0.46146   \n",
+       "        2_cf_cr_optional                        0.291623  0.463384   0.368655   \n",
+       "        3_cp_cf_cr_optional                     0.260822  0.459487   0.323421   \n",
+       "        4_complete_without_return_expressions   0.397569  0.525753   0.472711   \n",
+       "        5_short_dim                              0.46101  0.592111   0.530696   \n",
+       "load_m2 1_complete                              0.104615   0.16617   0.139616   \n",
+       "        2_cf_cr_optional                       0.0499338  0.107108  0.0812682   \n",
+       "        3_cp_cf_cr_optional                    0.0498451  0.118381  0.0780058   \n",
+       "        4_complete_without_return_expressions   0.107897   0.17395   0.147551   \n",
+       "        5_short_dim                             0.103365   0.16526   0.140668   \n",
+       "load_m3 1_complete                              0.732798  0.849399   0.774627   \n",
+       "        2_cf_cr_optional                        0.473352  0.712426   0.524332   \n",
+       "        3_cp_cf_cr_optional                     0.505769  0.793798   0.535717   \n",
+       "        4_complete_without_return_expressions   0.695246  0.818245   0.743862   \n",
+       "        5_short_dim                             0.734798  0.847614   0.770272   \n",
+       "\n",
+       "top                                                       \n",
+       "stats                                           f1-score  \n",
+       "model   subtype                                           \n",
+       "load_m1 1_complete                              0.462377  \n",
+       "        2_cf_cr_optional                         0.37926  \n",
+       "        3_cp_cf_cr_optional                     0.343976  \n",
+       "        4_complete_without_return_expressions   0.474781  \n",
+       "        5_short_dim                             0.537645  \n",
+       "load_m2 1_complete                               0.14094  \n",
+       "        2_cf_cr_optional                       0.0832503  \n",
+       "        3_cp_cf_cr_optional                    0.0818357  \n",
+       "        4_complete_without_return_expressions   0.150411  \n",
+       "        5_short_dim                             0.141591  \n",
+       "load_m3 1_complete                              0.789445  \n",
+       "        2_cf_cr_optional                        0.554588  \n",
+       "        3_cp_cf_cr_optional                     0.579364  \n",
+       "        4_complete_without_return_expressions    0.75659  \n",
+       "        5_short_dim                              0.78594  "
+      ]
+     },
+     "execution_count": 257,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_macro_avg"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 258,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
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+       "      <th colspan=\"3\" halign=\"left\">1</th>\n",
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+       "      <th></th>\n",
+       "      <th>stats</th>\n",
+       "      <th>precision</th>\n",
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+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">load_m1</th>\n",
+       "      <th>1_complete</th>\n",
+       "      <td>0.363376</td>\n",
+       "      <td>0.370728</td>\n",
+       "      <td>0.350149</td>\n",
+       "      <td>0.468306</td>\n",
+       "      <td>0.452636</td>\n",
+       "      <td>0.441816</td>\n",
+       "      <td>0.530135</td>\n",
+       "      <td>0.501542</td>\n",
+       "      <td>0.497225</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2_cf_cr_optional</th>\n",
+       "      <td>0.255081</td>\n",
+       "      <td>0.270585</td>\n",
+       "      <td>0.243533</td>\n",
+       "      <td>0.352948</td>\n",
+       "      <td>0.335045</td>\n",
+       "      <td>0.319961</td>\n",
+       "      <td>0.431684</td>\n",
+       "      <td>0.395466</td>\n",
+       "      <td>0.390194</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3_cp_cf_cr_optional</th>\n",
+       "      <td>0.244076</td>\n",
+       "      <td>0.238446</td>\n",
+       "      <td>0.220611</td>\n",
+       "      <td>0.33168</td>\n",
+       "      <td>0.296607</td>\n",
+       "      <td>0.288876</td>\n",
+       "      <td>0.416443</td>\n",
+       "      <td>0.352788</td>\n",
+       "      <td>0.355463</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4_complete_without_return_expressions</th>\n",
+       "      <td>0.360838</td>\n",
+       "      <td>0.376262</td>\n",
+       "      <td>0.353496</td>\n",
+       "      <td>0.47391</td>\n",
+       "      <td>0.465032</td>\n",
+       "      <td>0.45282</td>\n",
+       "      <td>0.550988</td>\n",
+       "      <td>0.523068</td>\n",
+       "      <td>0.518248</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5_short_dim</th>\n",
+       "      <td>0.445278</td>\n",
+       "      <td>0.446478</td>\n",
+       "      <td>0.429634</td>\n",
+       "      <td>0.547991</td>\n",
+       "      <td>0.526111</td>\n",
+       "      <td>0.519695</td>\n",
+       "      <td>0.619844</td>\n",
+       "      <td>0.584581</td>\n",
+       "      <td>0.584756</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">load_m2</th>\n",
+       "      <th>1_complete</th>\n",
+       "      <td>0.0882148</td>\n",
+       "      <td>0.0936073</td>\n",
+       "      <td>0.0845929</td>\n",
+       "      <td>0.141775</td>\n",
+       "      <td>0.135742</td>\n",
+       "      <td>0.129745</td>\n",
+       "      <td>0.187602</td>\n",
+       "      <td>0.170628</td>\n",
+       "      <td>0.167992</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2_cf_cr_optional</th>\n",
+       "      <td>0.0349141</td>\n",
+       "      <td>0.0404502</td>\n",
+       "      <td>0.0347274</td>\n",
+       "      <td>0.0620884</td>\n",
+       "      <td>0.059946</td>\n",
+       "      <td>0.0558838</td>\n",
+       "      <td>0.0980542</td>\n",
+       "      <td>0.0844868</td>\n",
+       "      <td>0.0829587</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3_cp_cf_cr_optional</th>\n",
+       "      <td>0.0428749</td>\n",
+       "      <td>0.0437556</td>\n",
+       "      <td>0.038194</td>\n",
+       "      <td>0.072806</td>\n",
+       "      <td>0.0610353</td>\n",
+       "      <td>0.0581221</td>\n",
+       "      <td>0.112236</td>\n",
+       "      <td>0.0866655</td>\n",
+       "      <td>0.086648</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4_complete_without_return_expressions</th>\n",
+       "      <td>0.0938285</td>\n",
+       "      <td>0.0979165</td>\n",
+       "      <td>0.090519</td>\n",
+       "      <td>0.146862</td>\n",
+       "      <td>0.136549</td>\n",
+       "      <td>0.132659</td>\n",
+       "      <td>0.191471</td>\n",
+       "      <td>0.171441</td>\n",
+       "      <td>0.171333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5_short_dim</th>\n",
+       "      <td>0.0896884</td>\n",
+       "      <td>0.0961263</td>\n",
+       "      <td>0.0873215</td>\n",
+       "      <td>0.140529</td>\n",
+       "      <td>0.13503</td>\n",
+       "      <td>0.128896</td>\n",
+       "      <td>0.184819</td>\n",
+       "      <td>0.170805</td>\n",
+       "      <td>0.167486</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">load_m3</th>\n",
+       "      <th>1_complete</th>\n",
+       "      <td>0.738981</td>\n",
+       "      <td>0.719662</td>\n",
+       "      <td>0.710487</td>\n",
+       "      <td>0.822841</td>\n",
+       "      <td>0.789259</td>\n",
+       "      <td>0.790084</td>\n",
+       "      <td>0.869159</td>\n",
+       "      <td>0.828624</td>\n",
+       "      <td>0.834943</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2_cf_cr_optional</th>\n",
+       "      <td>0.537519</td>\n",
+       "      <td>0.459222</td>\n",
+       "      <td>0.448279</td>\n",
+       "      <td>0.640266</td>\n",
+       "      <td>0.535993</td>\n",
+       "      <td>0.541377</td>\n",
+       "      <td>0.714852</td>\n",
+       "      <td>0.596914</td>\n",
+       "      <td>0.611998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3_cp_cf_cr_optional</th>\n",
+       "      <td>0.624858</td>\n",
+       "      <td>0.509961</td>\n",
+       "      <td>0.510054</td>\n",
+       "      <td>0.719305</td>\n",
+       "      <td>0.581081</td>\n",
+       "      <td>0.59582</td>\n",
+       "      <td>0.784739</td>\n",
+       "      <td>0.63389</td>\n",
+       "      <td>0.657176</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4_complete_without_return_expressions</th>\n",
+       "      <td>0.681276</td>\n",
+       "      <td>0.667116</td>\n",
+       "      <td>0.654736</td>\n",
+       "      <td>0.783968</td>\n",
+       "      <td>0.750786</td>\n",
+       "      <td>0.75004</td>\n",
+       "      <td>0.8374</td>\n",
+       "      <td>0.794059</td>\n",
+       "      <td>0.799302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5_short_dim</th>\n",
+       "      <td>0.730874</td>\n",
+       "      <td>0.713787</td>\n",
+       "      <td>0.704922</td>\n",
+       "      <td>0.819432</td>\n",
+       "      <td>0.78477</td>\n",
+       "      <td>0.786442</td>\n",
+       "      <td>0.864304</td>\n",
+       "      <td>0.822033</td>\n",
+       "      <td>0.828505</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "top                                                    1             \\\n",
+       "stats                                          precision     recall   \n",
+       "model   subtype                                                       \n",
+       "load_m1 1_complete                              0.363376   0.370728   \n",
+       "        2_cf_cr_optional                        0.255081   0.270585   \n",
+       "        3_cp_cf_cr_optional                     0.244076   0.238446   \n",
+       "        4_complete_without_return_expressions   0.360838   0.376262   \n",
+       "        5_short_dim                             0.445278   0.446478   \n",
+       "load_m2 1_complete                             0.0882148  0.0936073   \n",
+       "        2_cf_cr_optional                       0.0349141  0.0404502   \n",
+       "        3_cp_cf_cr_optional                    0.0428749  0.0437556   \n",
+       "        4_complete_without_return_expressions  0.0938285  0.0979165   \n",
+       "        5_short_dim                            0.0896884  0.0961263   \n",
+       "load_m3 1_complete                              0.738981   0.719662   \n",
+       "        2_cf_cr_optional                        0.537519   0.459222   \n",
+       "        3_cp_cf_cr_optional                     0.624858   0.509961   \n",
+       "        4_complete_without_return_expressions   0.681276   0.667116   \n",
+       "        5_short_dim                             0.730874   0.713787   \n",
+       "\n",
+       "top                                                               2  \\\n",
+       "stats                                           f1-score  precision   \n",
+       "model   subtype                                                       \n",
+       "load_m1 1_complete                              0.350149   0.468306   \n",
+       "        2_cf_cr_optional                        0.243533   0.352948   \n",
+       "        3_cp_cf_cr_optional                     0.220611    0.33168   \n",
+       "        4_complete_without_return_expressions   0.353496    0.47391   \n",
+       "        5_short_dim                             0.429634   0.547991   \n",
+       "load_m2 1_complete                             0.0845929   0.141775   \n",
+       "        2_cf_cr_optional                       0.0347274  0.0620884   \n",
+       "        3_cp_cf_cr_optional                     0.038194   0.072806   \n",
+       "        4_complete_without_return_expressions   0.090519   0.146862   \n",
+       "        5_short_dim                            0.0873215   0.140529   \n",
+       "load_m3 1_complete                              0.710487   0.822841   \n",
+       "        2_cf_cr_optional                        0.448279   0.640266   \n",
+       "        3_cp_cf_cr_optional                     0.510054   0.719305   \n",
+       "        4_complete_without_return_expressions   0.654736   0.783968   \n",
+       "        5_short_dim                             0.704922   0.819432   \n",
+       "\n",
+       "top                                                                  \\\n",
+       "stats                                             recall   f1-score   \n",
+       "model   subtype                                                       \n",
+       "load_m1 1_complete                              0.452636   0.441816   \n",
+       "        2_cf_cr_optional                        0.335045   0.319961   \n",
+       "        3_cp_cf_cr_optional                     0.296607   0.288876   \n",
+       "        4_complete_without_return_expressions   0.465032    0.45282   \n",
+       "        5_short_dim                             0.526111   0.519695   \n",
+       "load_m2 1_complete                              0.135742   0.129745   \n",
+       "        2_cf_cr_optional                        0.059946  0.0558838   \n",
+       "        3_cp_cf_cr_optional                    0.0610353  0.0581221   \n",
+       "        4_complete_without_return_expressions   0.136549   0.132659   \n",
+       "        5_short_dim                              0.13503   0.128896   \n",
+       "load_m3 1_complete                              0.789259   0.790084   \n",
+       "        2_cf_cr_optional                        0.535993   0.541377   \n",
+       "        3_cp_cf_cr_optional                     0.581081    0.59582   \n",
+       "        4_complete_without_return_expressions   0.750786    0.75004   \n",
+       "        5_short_dim                              0.78477   0.786442   \n",
+       "\n",
+       "top                                                    3                        \n",
+       "stats                                          precision     recall   f1-score  \n",
+       "model   subtype                                                                 \n",
+       "load_m1 1_complete                              0.530135   0.501542   0.497225  \n",
+       "        2_cf_cr_optional                        0.431684   0.395466   0.390194  \n",
+       "        3_cp_cf_cr_optional                     0.416443   0.352788   0.355463  \n",
+       "        4_complete_without_return_expressions   0.550988   0.523068   0.518248  \n",
+       "        5_short_dim                             0.619844   0.584581   0.584756  \n",
+       "load_m2 1_complete                              0.187602   0.170628   0.167992  \n",
+       "        2_cf_cr_optional                       0.0980542  0.0844868  0.0829587  \n",
+       "        3_cp_cf_cr_optional                     0.112236  0.0866655   0.086648  \n",
+       "        4_complete_without_return_expressions   0.191471   0.171441   0.171333  \n",
+       "        5_short_dim                             0.184819   0.170805   0.167486  \n",
+       "load_m3 1_complete                              0.869159   0.828624   0.834943  \n",
+       "        2_cf_cr_optional                        0.714852   0.596914   0.611998  \n",
+       "        3_cp_cf_cr_optional                     0.784739    0.63389   0.657176  \n",
+       "        4_complete_without_return_expressions     0.8374   0.794059   0.799302  \n",
+       "        5_short_dim                             0.864304   0.822033   0.828505  "
+      ]
+     },
+     "execution_count": 258,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_macro_avg_unfiltered"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 259,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>top</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">1</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">2</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">3</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>stats</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>recall</th>\n",
+       "      <th>f1-score</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>recall</th>\n",
+       "      <th>f1-score</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>recall</th>\n",
+       "      <th>f1-score</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>model</th>\n",
+       "      <th>subtype</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">load_m1</th>\n",
+       "      <th>1_complete</th>\n",
+       "      <td>0.509831</td>\n",
+       "      <td>0.576738</td>\n",
+       "      <td>0.518956</td>\n",
+       "      <td>0.659283</td>\n",
+       "      <td>0.705016</td>\n",
+       "      <td>0.655096</td>\n",
+       "      <td>0.731536</td>\n",
+       "      <td>0.772561</td>\n",
+       "      <td>0.729611</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2_cf_cr_optional</th>\n",
+       "      <td>0.40429</td>\n",
+       "      <td>0.477953</td>\n",
+       "      <td>0.414712</td>\n",
+       "      <td>0.59639</td>\n",
+       "      <td>0.621393</td>\n",
+       "      <td>0.55792</td>\n",
+       "      <td>0.68255</td>\n",
+       "      <td>0.701594</td>\n",
+       "      <td>0.646866</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3_cp_cf_cr_optional</th>\n",
+       "      <td>0.412791</td>\n",
+       "      <td>0.481098</td>\n",
+       "      <td>0.416135</td>\n",
+       "      <td>0.602254</td>\n",
+       "      <td>0.621909</td>\n",
+       "      <td>0.557194</td>\n",
+       "      <td>0.687034</td>\n",
+       "      <td>0.697756</td>\n",
+       "      <td>0.640979</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4_complete_without_return_expressions</th>\n",
+       "      <td>0.512073</td>\n",
+       "      <td>0.587448</td>\n",
+       "      <td>0.530281</td>\n",
+       "      <td>0.67538</td>\n",
+       "      <td>0.718364</td>\n",
+       "      <td>0.671094</td>\n",
+       "      <td>0.748483</td>\n",
+       "      <td>0.782129</td>\n",
+       "      <td>0.741918</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5_short_dim</th>\n",
+       "      <td>0.543045</td>\n",
+       "      <td>0.598827</td>\n",
+       "      <td>0.546789</td>\n",
+       "      <td>0.692784</td>\n",
+       "      <td>0.72738</td>\n",
+       "      <td>0.683821</td>\n",
+       "      <td>0.766093</td>\n",
+       "      <td>0.793468</td>\n",
+       "      <td>0.756833</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">load_m2</th>\n",
+       "      <th>1_complete</th>\n",
+       "      <td>0.34003</td>\n",
+       "      <td>0.452142</td>\n",
+       "      <td>0.371898</td>\n",
+       "      <td>0.508102</td>\n",
+       "      <td>0.590676</td>\n",
+       "      <td>0.507526</td>\n",
+       "      <td>0.583708</td>\n",
+       "      <td>0.666194</td>\n",
+       "      <td>0.590353</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2_cf_cr_optional</th>\n",
+       "      <td>0.251973</td>\n",
+       "      <td>0.368031</td>\n",
+       "      <td>0.286791</td>\n",
+       "      <td>0.412231</td>\n",
+       "      <td>0.518098</td>\n",
+       "      <td>0.416214</td>\n",
+       "      <td>0.525155</td>\n",
+       "      <td>0.600082</td>\n",
+       "      <td>0.499896</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3_cp_cf_cr_optional</th>\n",
+       "      <td>0.270309</td>\n",
+       "      <td>0.379709</td>\n",
+       "      <td>0.300563</td>\n",
+       "      <td>0.430851</td>\n",
+       "      <td>0.525777</td>\n",
+       "      <td>0.425219</td>\n",
+       "      <td>0.541318</td>\n",
+       "      <td>0.605496</td>\n",
+       "      <td>0.506533</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4_complete_without_return_expressions</th>\n",
+       "      <td>0.344552</td>\n",
+       "      <td>0.459544</td>\n",
+       "      <td>0.378875</td>\n",
+       "      <td>0.511518</td>\n",
+       "      <td>0.593649</td>\n",
+       "      <td>0.510067</td>\n",
+       "      <td>0.584843</td>\n",
+       "      <td>0.668143</td>\n",
+       "      <td>0.592486</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5_short_dim</th>\n",
+       "      <td>0.329481</td>\n",
+       "      <td>0.448894</td>\n",
+       "      <td>0.367135</td>\n",
+       "      <td>0.504766</td>\n",
+       "      <td>0.588609</td>\n",
+       "      <td>0.50386</td>\n",
+       "      <td>0.579939</td>\n",
+       "      <td>0.663497</td>\n",
+       "      <td>0.587155</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">load_m3</th>\n",
+       "      <th>1_complete</th>\n",
+       "      <td>0.724563</td>\n",
+       "      <td>0.73177</td>\n",
+       "      <td>0.711139</td>\n",
+       "      <td>0.834785</td>\n",
+       "      <td>0.83729</td>\n",
+       "      <td>0.821739</td>\n",
+       "      <td>0.88211</td>\n",
+       "      <td>0.882294</td>\n",
+       "      <td>0.869586</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2_cf_cr_optional</th>\n",
+       "      <td>0.570757</td>\n",
+       "      <td>0.572395</td>\n",
+       "      <td>0.533562</td>\n",
+       "      <td>0.711624</td>\n",
+       "      <td>0.708628</td>\n",
+       "      <td>0.674401</td>\n",
+       "      <td>0.782395</td>\n",
+       "      <td>0.778996</td>\n",
+       "      <td>0.749136</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3_cp_cf_cr_optional</th>\n",
+       "      <td>0.58891</td>\n",
+       "      <td>0.582292</td>\n",
+       "      <td>0.546196</td>\n",
+       "      <td>0.731511</td>\n",
+       "      <td>0.71602</td>\n",
+       "      <td>0.685038</td>\n",
+       "      <td>0.800158</td>\n",
+       "      <td>0.784346</td>\n",
+       "      <td>0.757963</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4_complete_without_return_expressions</th>\n",
+       "      <td>0.698279</td>\n",
+       "      <td>0.715588</td>\n",
+       "      <td>0.691269</td>\n",
+       "      <td>0.815443</td>\n",
+       "      <td>0.82473</td>\n",
+       "      <td>0.805987</td>\n",
+       "      <td>0.86779</td>\n",
+       "      <td>0.87188</td>\n",
+       "      <td>0.85659</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5_short_dim</th>\n",
+       "      <td>0.718138</td>\n",
+       "      <td>0.730589</td>\n",
+       "      <td>0.711117</td>\n",
+       "      <td>0.832812</td>\n",
+       "      <td>0.835322</td>\n",
+       "      <td>0.820213</td>\n",
+       "      <td>0.87964</td>\n",
+       "      <td>0.879774</td>\n",
+       "      <td>0.867319</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "top                                                   1                      \\\n",
+       "stats                                         precision    recall  f1-score   \n",
+       "model   subtype                                                               \n",
+       "load_m1 1_complete                             0.509831  0.576738  0.518956   \n",
+       "        2_cf_cr_optional                        0.40429  0.477953  0.414712   \n",
+       "        3_cp_cf_cr_optional                    0.412791  0.481098  0.416135   \n",
+       "        4_complete_without_return_expressions  0.512073  0.587448  0.530281   \n",
+       "        5_short_dim                            0.543045  0.598827  0.546789   \n",
+       "load_m2 1_complete                              0.34003  0.452142  0.371898   \n",
+       "        2_cf_cr_optional                       0.251973  0.368031  0.286791   \n",
+       "        3_cp_cf_cr_optional                    0.270309  0.379709  0.300563   \n",
+       "        4_complete_without_return_expressions  0.344552  0.459544  0.378875   \n",
+       "        5_short_dim                            0.329481  0.448894  0.367135   \n",
+       "load_m3 1_complete                             0.724563   0.73177  0.711139   \n",
+       "        2_cf_cr_optional                       0.570757  0.572395  0.533562   \n",
+       "        3_cp_cf_cr_optional                     0.58891  0.582292  0.546196   \n",
+       "        4_complete_without_return_expressions  0.698279  0.715588  0.691269   \n",
+       "        5_short_dim                            0.718138  0.730589  0.711117   \n",
+       "\n",
+       "top                                                   2                      \\\n",
+       "stats                                         precision    recall  f1-score   \n",
+       "model   subtype                                                               \n",
+       "load_m1 1_complete                             0.659283  0.705016  0.655096   \n",
+       "        2_cf_cr_optional                        0.59639  0.621393   0.55792   \n",
+       "        3_cp_cf_cr_optional                    0.602254  0.621909  0.557194   \n",
+       "        4_complete_without_return_expressions   0.67538  0.718364  0.671094   \n",
+       "        5_short_dim                            0.692784   0.72738  0.683821   \n",
+       "load_m2 1_complete                             0.508102  0.590676  0.507526   \n",
+       "        2_cf_cr_optional                       0.412231  0.518098  0.416214   \n",
+       "        3_cp_cf_cr_optional                    0.430851  0.525777  0.425219   \n",
+       "        4_complete_without_return_expressions  0.511518  0.593649  0.510067   \n",
+       "        5_short_dim                            0.504766  0.588609   0.50386   \n",
+       "load_m3 1_complete                             0.834785   0.83729  0.821739   \n",
+       "        2_cf_cr_optional                       0.711624  0.708628  0.674401   \n",
+       "        3_cp_cf_cr_optional                    0.731511   0.71602  0.685038   \n",
+       "        4_complete_without_return_expressions  0.815443   0.82473  0.805987   \n",
+       "        5_short_dim                            0.832812  0.835322  0.820213   \n",
+       "\n",
+       "top                                                   3                      \n",
+       "stats                                         precision    recall  f1-score  \n",
+       "model   subtype                                                              \n",
+       "load_m1 1_complete                             0.731536  0.772561  0.729611  \n",
+       "        2_cf_cr_optional                        0.68255  0.701594  0.646866  \n",
+       "        3_cp_cf_cr_optional                    0.687034  0.697756  0.640979  \n",
+       "        4_complete_without_return_expressions  0.748483  0.782129  0.741918  \n",
+       "        5_short_dim                            0.766093  0.793468  0.756833  \n",
+       "load_m2 1_complete                             0.583708  0.666194  0.590353  \n",
+       "        2_cf_cr_optional                       0.525155  0.600082  0.499896  \n",
+       "        3_cp_cf_cr_optional                    0.541318  0.605496  0.506533  \n",
+       "        4_complete_without_return_expressions  0.584843  0.668143  0.592486  \n",
+       "        5_short_dim                            0.579939  0.663497  0.587155  \n",
+       "load_m3 1_complete                              0.88211  0.882294  0.869586  \n",
+       "        2_cf_cr_optional                       0.782395  0.778996  0.749136  \n",
+       "        3_cp_cf_cr_optional                    0.800158  0.784346  0.757963  \n",
+       "        4_complete_without_return_expressions   0.86779   0.87188   0.85659  \n",
+       "        5_short_dim                             0.87964  0.879774  0.867319  "
+      ]
+     },
+     "execution_count": 259,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_weighted_avg"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 260,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>top</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">1</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">2</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">3</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>stats</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>recall</th>\n",
+       "      <th>f1-score</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>recall</th>\n",
+       "      <th>f1-score</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>recall</th>\n",
+       "      <th>f1-score</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>model</th>\n",
+       "      <th>subtype</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">load_m1</th>\n",
+       "      <th>1_complete</th>\n",
+       "      <td>0.603294</td>\n",
+       "      <td>0.677066</td>\n",
+       "      <td>0.61553</td>\n",
+       "      <td>0.717159</td>\n",
+       "      <td>0.766585</td>\n",
+       "      <td>0.718973</td>\n",
+       "      <td>0.768418</td>\n",
+       "      <td>0.812453</td>\n",
+       "      <td>0.773022</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2_cf_cr_optional</th>\n",
+       "      <td>0.514376</td>\n",
+       "      <td>0.620008</td>\n",
+       "      <td>0.541554</td>\n",
+       "      <td>0.656498</td>\n",
+       "      <td>0.696568</td>\n",
+       "      <td>0.635333</td>\n",
+       "      <td>0.726638</td>\n",
+       "      <td>0.756533</td>\n",
+       "      <td>0.708718</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3_cp_cf_cr_optional</th>\n",
+       "      <td>0.528633</td>\n",
+       "      <td>0.628221</td>\n",
+       "      <td>0.549218</td>\n",
+       "      <td>0.660666</td>\n",
+       "      <td>0.700899</td>\n",
+       "      <td>0.638538</td>\n",
+       "      <td>0.729096</td>\n",
+       "      <td>0.755517</td>\n",
+       "      <td>0.705464</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4_complete_without_return_expressions</th>\n",
+       "      <td>0.601511</td>\n",
+       "      <td>0.685844</td>\n",
+       "      <td>0.624567</td>\n",
+       "      <td>0.727702</td>\n",
+       "      <td>0.774755</td>\n",
+       "      <td>0.730195</td>\n",
+       "      <td>0.781923</td>\n",
+       "      <td>0.820217</td>\n",
+       "      <td>0.783873</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5_short_dim</th>\n",
+       "      <td>0.638504</td>\n",
+       "      <td>0.703196</td>\n",
+       "      <td>0.647246</td>\n",
+       "      <td>0.747762</td>\n",
+       "      <td>0.785699</td>\n",
+       "      <td>0.744716</td>\n",
+       "      <td>0.800531</td>\n",
+       "      <td>0.832345</td>\n",
+       "      <td>0.799612</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">load_m2</th>\n",
+       "      <th>1_complete</th>\n",
+       "      <td>0.41198</td>\n",
+       "      <td>0.546677</td>\n",
+       "      <td>0.453644</td>\n",
+       "      <td>0.552172</td>\n",
+       "      <td>0.638443</td>\n",
+       "      <td>0.55529</td>\n",
+       "      <td>0.616927</td>\n",
+       "      <td>0.700047</td>\n",
+       "      <td>0.627548</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2_cf_cr_optional</th>\n",
+       "      <td>0.343399</td>\n",
+       "      <td>0.509506</td>\n",
+       "      <td>0.399298</td>\n",
+       "      <td>0.442688</td>\n",
+       "      <td>0.571592</td>\n",
+       "      <td>0.465192</td>\n",
+       "      <td>0.544344</td>\n",
+       "      <td>0.63556</td>\n",
+       "      <td>0.537012</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3_cp_cf_cr_optional</th>\n",
+       "      <td>0.365759</td>\n",
+       "      <td>0.527126</td>\n",
+       "      <td>0.418419</td>\n",
+       "      <td>0.456888</td>\n",
+       "      <td>0.574111</td>\n",
+       "      <td>0.469985</td>\n",
+       "      <td>0.565156</td>\n",
+       "      <td>0.640976</td>\n",
+       "      <td>0.543573</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4_complete_without_return_expressions</th>\n",
+       "      <td>0.422386</td>\n",
+       "      <td>0.55922</td>\n",
+       "      <td>0.466186</td>\n",
+       "      <td>0.55778</td>\n",
+       "      <td>0.644942</td>\n",
+       "      <td>0.562058</td>\n",
+       "      <td>0.621892</td>\n",
+       "      <td>0.705389</td>\n",
+       "      <td>0.633951</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5_short_dim</th>\n",
+       "      <td>0.404073</td>\n",
+       "      <td>0.546579</td>\n",
+       "      <td>0.451428</td>\n",
+       "      <td>0.546671</td>\n",
+       "      <td>0.637518</td>\n",
+       "      <td>0.553479</td>\n",
+       "      <td>0.610772</td>\n",
+       "      <td>0.698266</td>\n",
+       "      <td>0.625081</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">load_m3</th>\n",
+       "      <th>1_complete</th>\n",
+       "      <td>0.817021</td>\n",
+       "      <td>0.832035</td>\n",
+       "      <td>0.811497</td>\n",
+       "      <td>0.883704</td>\n",
+       "      <td>0.891727</td>\n",
+       "      <td>0.878506</td>\n",
+       "      <td>0.913661</td>\n",
+       "      <td>0.918576</td>\n",
+       "      <td>0.908634</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2_cf_cr_optional</th>\n",
+       "      <td>0.693211</td>\n",
+       "      <td>0.699794</td>\n",
+       "      <td>0.657737</td>\n",
+       "      <td>0.784658</td>\n",
+       "      <td>0.782821</td>\n",
+       "      <td>0.755715</td>\n",
+       "      <td>0.834502</td>\n",
+       "      <td>0.830947</td>\n",
+       "      <td>0.810852</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3_cp_cf_cr_optional</th>\n",
+       "      <td>0.707457</td>\n",
+       "      <td>0.711891</td>\n",
+       "      <td>0.6739</td>\n",
+       "      <td>0.797593</td>\n",
+       "      <td>0.792205</td>\n",
+       "      <td>0.768311</td>\n",
+       "      <td>0.844573</td>\n",
+       "      <td>0.837789</td>\n",
+       "      <td>0.819555</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4_complete_without_return_expressions</th>\n",
+       "      <td>0.790905</td>\n",
+       "      <td>0.812635</td>\n",
+       "      <td>0.789048</td>\n",
+       "      <td>0.866307</td>\n",
+       "      <td>0.880093</td>\n",
+       "      <td>0.864011</td>\n",
+       "      <td>0.900443</td>\n",
+       "      <td>0.908535</td>\n",
+       "      <td>0.896118</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5_short_dim</th>\n",
+       "      <td>0.81006</td>\n",
+       "      <td>0.827516</td>\n",
+       "      <td>0.808571</td>\n",
+       "      <td>0.880569</td>\n",
+       "      <td>0.89015</td>\n",
+       "      <td>0.877243</td>\n",
+       "      <td>0.911803</td>\n",
+       "      <td>0.916125</td>\n",
+       "      <td>0.906359</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "top                                                   1                      \\\n",
+       "stats                                         precision    recall  f1-score   \n",
+       "model   subtype                                                               \n",
+       "load_m1 1_complete                             0.603294  0.677066   0.61553   \n",
+       "        2_cf_cr_optional                       0.514376  0.620008  0.541554   \n",
+       "        3_cp_cf_cr_optional                    0.528633  0.628221  0.549218   \n",
+       "        4_complete_without_return_expressions  0.601511  0.685844  0.624567   \n",
+       "        5_short_dim                            0.638504  0.703196  0.647246   \n",
+       "load_m2 1_complete                              0.41198  0.546677  0.453644   \n",
+       "        2_cf_cr_optional                       0.343399  0.509506  0.399298   \n",
+       "        3_cp_cf_cr_optional                    0.365759  0.527126  0.418419   \n",
+       "        4_complete_without_return_expressions  0.422386   0.55922  0.466186   \n",
+       "        5_short_dim                            0.404073  0.546579  0.451428   \n",
+       "load_m3 1_complete                             0.817021  0.832035  0.811497   \n",
+       "        2_cf_cr_optional                       0.693211  0.699794  0.657737   \n",
+       "        3_cp_cf_cr_optional                    0.707457  0.711891    0.6739   \n",
+       "        4_complete_without_return_expressions  0.790905  0.812635  0.789048   \n",
+       "        5_short_dim                             0.81006  0.827516  0.808571   \n",
+       "\n",
+       "top                                                   2                      \\\n",
+       "stats                                         precision    recall  f1-score   \n",
+       "model   subtype                                                               \n",
+       "load_m1 1_complete                             0.717159  0.766585  0.718973   \n",
+       "        2_cf_cr_optional                       0.656498  0.696568  0.635333   \n",
+       "        3_cp_cf_cr_optional                    0.660666  0.700899  0.638538   \n",
+       "        4_complete_without_return_expressions  0.727702  0.774755  0.730195   \n",
+       "        5_short_dim                            0.747762  0.785699  0.744716   \n",
+       "load_m2 1_complete                             0.552172  0.638443   0.55529   \n",
+       "        2_cf_cr_optional                       0.442688  0.571592  0.465192   \n",
+       "        3_cp_cf_cr_optional                    0.456888  0.574111  0.469985   \n",
+       "        4_complete_without_return_expressions   0.55778  0.644942  0.562058   \n",
+       "        5_short_dim                            0.546671  0.637518  0.553479   \n",
+       "load_m3 1_complete                             0.883704  0.891727  0.878506   \n",
+       "        2_cf_cr_optional                       0.784658  0.782821  0.755715   \n",
+       "        3_cp_cf_cr_optional                    0.797593  0.792205  0.768311   \n",
+       "        4_complete_without_return_expressions  0.866307  0.880093  0.864011   \n",
+       "        5_short_dim                            0.880569   0.89015  0.877243   \n",
+       "\n",
+       "top                                                   3                      \n",
+       "stats                                         precision    recall  f1-score  \n",
+       "model   subtype                                                              \n",
+       "load_m1 1_complete                             0.768418  0.812453  0.773022  \n",
+       "        2_cf_cr_optional                       0.726638  0.756533  0.708718  \n",
+       "        3_cp_cf_cr_optional                    0.729096  0.755517  0.705464  \n",
+       "        4_complete_without_return_expressions  0.781923  0.820217  0.783873  \n",
+       "        5_short_dim                            0.800531  0.832345  0.799612  \n",
+       "load_m2 1_complete                             0.616927  0.700047  0.627548  \n",
+       "        2_cf_cr_optional                       0.544344   0.63556  0.537012  \n",
+       "        3_cp_cf_cr_optional                    0.565156  0.640976  0.543573  \n",
+       "        4_complete_without_return_expressions  0.621892  0.705389  0.633951  \n",
+       "        5_short_dim                            0.610772  0.698266  0.625081  \n",
+       "load_m3 1_complete                             0.913661  0.918576  0.908634  \n",
+       "        2_cf_cr_optional                       0.834502  0.830947  0.810852  \n",
+       "        3_cp_cf_cr_optional                    0.844573  0.837789  0.819555  \n",
+       "        4_complete_without_return_expressions  0.900443  0.908535  0.896118  \n",
+       "        5_short_dim                            0.911803  0.916125  0.906359  "
+      ]
+     },
+     "execution_count": 260,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_weighted_avg_unfiltered"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Top Results:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Precision:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}